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Apr, 2018
影响单词嵌入稳定性的因素
Factors Influencing the Surprising Instability of Word Embeddings
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Laura Wendlandt, Jonathan K. Kummerfeld, Rada Mihalcea
TL;DR
本文探讨了词向量方法的局限性，特别是它们在稳定性方面的表现，并通过实证研究探究了多种因素对词嵌入稳定性的贡献以及稳定性对下游任务的影响。
Abstract
Despite the recent popularity of word embedding methods, there is only a small body of work exploring the
limitations
of these representations. In this paper, we consider one aspect of embedding spaces, namely their
sta
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